Evolving Networks To Have Intelligence Realized At Nanoscale

Celestine Preetham Lawrence

    Research output: ThesisPhD Thesis - Research UT, graduation UT

    240 Downloads (Pure)

    Abstract

    In this thesis, we have made the following progress.
    Introducing ‘neuroevolution in nanomaterio’ as a method to reach ultimate physical limits of computing. A mathematically compact treatment of SET networks that enables analytical computation of stability diagrams. A novel mean-field approximation to simulate large scale SET networks. Illustrative simulations that show the rich physics of SET networks that are exploitable for logic, memory and pattern recognition. The first experimental demonstration of Boolean logic functionality in a disordered system at the nanoscale. Conception of the NP internet architecture for neuroevolution, and an illustration of it implementing classification of binary images. A definition of intelligence and an IQ metric, demonstrating its applicability on a nanomaterial cluster of dopant atoms.
    Original languageEnglish
    Awarding Institution
    • University of Twente
    Supervisors/Advisors
    • van der Wiel, Wilfred Gerard, Supervisor
    • Broersma, Hajo, Supervisor
    Award date16 May 2018
    Place of PublicationEnschede
    Publisher
    Print ISBNs978-90-365-4547-1
    Electronic ISBNs978-90-365-4547-1
    DOIs
    Publication statusPublished - 16 May 2018

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